Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 1356 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 286.2 KiB |
| Average record size in memory | 216.1 B |
Variable types
| NUM | 26 |
|---|---|
| BOOL | 1 |
Reproduction
| Analysis started | 2021-05-24 02:44:24.368895 |
|---|---|
| Analysis finished | 2021-05-24 02:49:21.528625 |
| Duration | 4 minutes and 57.16 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
click_buy has constant value "0" | Constant |
df_index has unique values | Unique |
user_id has unique values | Unique |
main_home has 116 (8.6%) zeros | Zeros |
main_home2 has 72 (5.3%) zeros | Zeros |
mainpage has 273 (20.1%) zeros | Zeros |
schoolreportpage has 573 (42.3%) zeros | Zeros |
main_mime has 912 (67.3%) zeros | Zeros |
lightcoursetab has 797 (58.8%) zeros | Zeros |
main_learnpark has 928 (68.4%) zeros | Zeros |
partnergamebarrierspage has 1272 (93.8%) zeros | Zeros |
evaulationcenter has 889 (65.6%) zeros | Zeros |
coupon_visit has 1263 (93.1%) zeros | Zeros |
progress_bar has 1129 (83.3%) zeros | Zeros |
ppt has 472 (34.8%) zeros | Zeros |
task has 355 (26.2%) zeros | Zeros |
video_play has 396 (29.2%) zeros | Zeros |
video_read has 421 (31.0%) zeros | Zeros |
next_nize has 470 (34.7%) zeros | Zeros |
answer_task has 361 (26.6%) zeros | Zeros |
chapter_module has 296 (21.8%) zeros | Zeros |
course_tab has 419 (30.9%) zeros | Zeros |
slide_subscribe has 312 (23.0%) zeros | Zeros |
baby_info has 292 (21.5%) zeros | Zeros |
click_notunlocked has 696 (51.3%) zeros | Zeros |
share has 512 (37.8%) zeros | Zeros |
click_dialog has 300 (22.1%) zeros | Zeros |
| Distinct count | 1356 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67878.94542772861 |
|---|---|
| Minimum | 31 |
| Maximum | 135489 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 5959.25 |
| Q1 | 33084.25 |
| median | 67894.5 |
| Q3 | 102800.5 |
| 95-th percentile | 128893.25 |
| Maximum | 135489 |
| Range | 135458 |
| Interquartile range (IQR) | 69716.25 |
Descriptive statistics
| Standard deviation | 39938.44785 |
|---|---|
| Coefficient of variation (CV) | 0.5883775536 |
| Kurtosis | -1.250489575 |
| Mean | 67878.94543 |
| Median Absolute Deviation (MAD) | 34925.5 |
| Skewness | -0.02469964093 |
| Sum | 92043850 |
| Variance | 1595079617 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 20480 | 1 | 0.1% | |
| 57116 | 1 | 0.1% | |
| 54630 | 1 | 0.1% | |
| 109925 | 1 | 0.1% | |
| 114020 | 1 | 0.1% | |
| 108342 | 1 | 0.1% | |
| 95586 | 1 | 0.1% | |
| 54760 | 1 | 0.1% | |
| 20597 | 1 | 0.1% | |
| 94906 | 1 | 0.1% | |
| Other values (1346) | 1346 | 99.3% |
| Value | Count | Frequency (%) | |
| 31 | 1 | 0.1% | |
| 193 | 1 | 0.1% | |
| 256 | 1 | 0.1% | |
| 307 | 1 | 0.1% | |
| 369 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 135489 | 1 | 0.1% | |
| 135347 | 1 | 0.1% | |
| 135201 | 1 | 0.1% | |
| 135119 | 1 | 0.1% | |
| 135109 | 1 | 0.1% |
| Distinct count | 1356 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2000002533284855.0 |
|---|---|
| Minimum | 2000001563162083 |
| Maximum | 2000002947214747 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 2.000001563e+15 |
|---|---|
| 5-th percentile | 2.000002187e+15 |
| Q1 | 2.000002415e+15 |
| median | 2.000002499e+15 |
| Q3 | 2.000002733e+15 |
| 95-th percentile | 2.000002919e+15 |
| Maximum | 2.000002947e+15 |
| Range | 1384052664 |
| Interquartile range (IQR) | 317575703 |
Descriptive statistics
| Standard deviation | 263043138.3 |
|---|---|
| Coefficient of variation (CV) | 1.315214025e-07 |
| Kurtosis | 3.549826156 |
| Mean | 2.000002533e+15 |
| Median Absolute Deviation (MAD) | 126626822 |
| Skewness | -1.33560442 |
| Sum | 2.712003435e+18 |
| Variance | 6.919169258e+16 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.000002607e+15 | 1 | 0.1% | |
| 2.000002749e+15 | 1 | 0.1% | |
| 2.000002505e+15 | 1 | 0.1% | |
| 2.000002364e+15 | 1 | 0.1% | |
| 2.000002475e+15 | 1 | 0.1% | |
| 2.000002496e+15 | 1 | 0.1% | |
| 2.000001581e+15 | 1 | 0.1% | |
| 2.000002928e+15 | 1 | 0.1% | |
| 2.000002763e+15 | 1 | 0.1% | |
| 2.000002749e+15 | 1 | 0.1% | |
| Other values (1346) | 1346 | 99.3% |
| Value | Count | Frequency (%) | |
| 2.000001563e+15 | 1 | 0.1% | |
| 2.00000157e+15 | 1 | 0.1% | |
| 2.000001571e+15 | 1 | 0.1% | |
| 2.000001574e+15 | 1 | 0.1% | |
| 2.000001576e+15 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.000002947e+15 | 1 | 0.1% | |
| 2.000002946e+15 | 1 | 0.1% | |
| 2.000002945e+15 | 1 | 0.1% | |
| 2.000002945e+15 | 1 | 0.1% | |
| 2.000002945e+15 | 1 | 0.1% |
| Distinct count | 201 |
|---|---|
| Unique (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.37684365781711 |
|---|---|
| Minimum | 0 |
| Maximum | 359 |
| Zeros | 116 |
| Zeros (%) | 8.6% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 13 |
| median | 46.5 |
| Q3 | 88.25 |
| 95-th percentile | 155.25 |
| Maximum | 359 |
| Range | 359 |
| Interquartile range (IQR) | 75.25 |
Descriptive statistics
| Standard deviation | 52.12426561 |
|---|---|
| Coefficient of variation (CV) | 0.9084547403 |
| Kurtosis | 1.706445275 |
| Mean | 57.37684366 |
| Median Absolute Deviation (MAD) | 36.5 |
| Skewness | 1.1290938 |
| Sum | 77803 |
| Variance | 2716.939065 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 116 | 8.6% | |
| 1 | 31 | 2.3% | |
| 3 | 26 | 1.9% | |
| 6 | 24 | 1.8% | |
| 2 | 23 | 1.7% | |
| 4 | 22 | 1.6% | |
| 5 | 21 | 1.5% | |
| 11 | 18 | 1.3% | |
| 17 | 17 | 1.3% | |
| 55 | 16 | 1.2% | |
| Other values (191) | 1042 | 76.8% |
| Value | Count | Frequency (%) | |
| 0 | 116 | 8.6% | |
| 1 | 31 | 2.3% | |
| 2 | 23 | 1.7% | |
| 3 | 26 | 1.9% | |
| 4 | 22 | 1.6% |
| Value | Count | Frequency (%) | |
| 359 | 1 | 0.1% | |
| 298 | 1 | 0.1% | |
| 291 | 1 | 0.1% | |
| 289 | 1 | 0.1% | |
| 270 | 1 | 0.1% |
| Distinct count | 194 |
|---|---|
| Unique (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.98451327433628 |
|---|---|
| Minimum | 0 |
| Maximum | 386 |
| Zeros | 72 |
| Zeros (%) | 5.3% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14 |
| median | 34 |
| Q3 | 68 |
| 95-th percentile | 146.25 |
| Maximum | 386 |
| Range | 386 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 48.96576615 |
|---|---|
| Coefficient of variation (CV) | 0.9996172846 |
| Kurtosis | 5.109347187 |
| Mean | 48.98451327 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 1.874951247 |
| Sum | 66423 |
| Variance | 2397.646254 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 72 | 5.3% | |
| 2 | 44 | 3.2% | |
| 15 | 32 | 2.4% | |
| 6 | 29 | 2.1% | |
| 7 | 29 | 2.1% | |
| 4 | 23 | 1.7% | |
| 19 | 22 | 1.6% | |
| 12 | 21 | 1.5% | |
| 31 | 21 | 1.5% | |
| 18 | 21 | 1.5% | |
| Other values (184) | 1042 | 76.8% |
| Value | Count | Frequency (%) | |
| 0 | 72 | 5.3% | |
| 1 | 1 | 0.1% | |
| 2 | 44 | 3.2% | |
| 3 | 13 | 1.0% | |
| 4 | 23 | 1.7% |
| Value | Count | Frequency (%) | |
| 386 | 1 | 0.1% | |
| 331 | 1 | 0.1% | |
| 318 | 1 | 0.1% | |
| 303 | 1 | 0.1% | |
| 285 | 1 | 0.1% |
| Distinct count | 42 |
|---|---|
| Unique (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.289823008849558 |
|---|---|
| Minimum | 0 |
| Maximum | 61 |
| Zeros | 273 |
| Zeros (%) | 20.1% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 18 |
| Maximum | 61 |
| Range | 61 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.855121691 |
|---|---|
| Coefficient of variation (CV) | 1.295907572 |
| Kurtosis | 11.11816893 |
| Mean | 5.289823009 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.781428674 |
| Sum | 7173 |
| Variance | 46.9926934 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 273 | 20.1% | |
| 1 | 192 | 14.2% | |
| 2 | 143 | 10.5% | |
| 3 | 121 | 8.9% | |
| 5 | 95 | 7.0% | |
| 4 | 90 | 6.6% | |
| 6 | 68 | 5.0% | |
| 8 | 52 | 3.8% | |
| 9 | 48 | 3.5% | |
| 7 | 43 | 3.2% | |
| Other values (32) | 231 | 17.0% |
| Value | Count | Frequency (%) | |
| 0 | 273 | 20.1% | |
| 1 | 192 | 14.2% | |
| 2 | 143 | 10.5% | |
| 3 | 121 | 8.9% | |
| 4 | 90 | 6.6% |
| Value | Count | Frequency (%) | |
| 61 | 1 | 0.1% | |
| 48 | 2 | 0.1% | |
| 43 | 1 | 0.1% | |
| 42 | 1 | 0.1% | |
| 41 | 2 | 0.1% |
| Distinct count | 32 |
|---|---|
| Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.801622418879056 |
|---|---|
| Minimum | 0 |
| Maximum | 64 |
| Zeros | 573 |
| Zeros (%) | 42.3% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 14 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.750766766 |
|---|---|
| Coefficient of variation (CV) | 1.512713819 |
| Kurtosis | 21.44028083 |
| Mean | 3.801622419 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.349294687 |
| Sum | 5155 |
| Variance | 33.0713184 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 573 | 42.3% | |
| 2 | 136 | 10.0% | |
| 1 | 94 | 6.9% | |
| 4 | 85 | 6.3% | |
| 6 | 69 | 5.1% | |
| 8 | 68 | 5.0% | |
| 3 | 63 | 4.6% | |
| 10 | 50 | 3.7% | |
| 5 | 36 | 2.7% | |
| 12 | 26 | 1.9% | |
| Other values (22) | 156 | 11.5% |
| Value | Count | Frequency (%) | |
| 0 | 573 | 42.3% | |
| 1 | 94 | 6.9% | |
| 2 | 136 | 10.0% | |
| 3 | 63 | 4.6% | |
| 4 | 85 | 6.3% |
| Value | Count | Frequency (%) | |
| 64 | 1 | 0.1% | |
| 56 | 2 | 0.1% | |
| 43 | 1 | 0.1% | |
| 33 | 1 | 0.1% | |
| 30 | 1 | 0.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7588495575221239 |
|---|---|
| Minimum | 0 |
| Maximum | 33 |
| Zeros | 912 |
| Zeros (%) | 67.3% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.83007749 |
|---|---|
| Coefficient of variation (CV) | 2.411647305 |
| Kurtosis | 83.13714299 |
| Mean | 0.7588495575 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.727092631 |
| Sum | 1029 |
| Variance | 3.34918362 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 912 | 67.3% | |
| 1 | 224 | 16.5% | |
| 2 | 105 | 7.7% | |
| 3 | 49 | 3.6% | |
| 4 | 19 | 1.4% | |
| 5 | 15 | 1.1% | |
| 6 | 11 | 0.8% | |
| 8 | 5 | 0.4% | |
| 9 | 4 | 0.3% | |
| 11 | 3 | 0.2% | |
| Other values (7) | 9 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 912 | 67.3% | |
| 1 | 224 | 16.5% | |
| 2 | 105 | 7.7% | |
| 3 | 49 | 3.6% | |
| 4 | 19 | 1.4% |
| Value | Count | Frequency (%) | |
| 33 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 14 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 12 | 1 | 0.1% |
| Distinct count | 22 |
|---|---|
| Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1688790560471976 |
|---|---|
| Minimum | 0 |
| Maximum | 44 |
| Zeros | 797 |
| Zeros (%) | 58.8% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 44 |
| Range | 44 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.624933905 |
|---|---|
| Coefficient of variation (CV) | 2.245684779 |
| Kurtosis | 69.54794778 |
| Mean | 1.168879056 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.381665569 |
| Sum | 1585 |
| Variance | 6.890278005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 797 | 58.8% | |
| 1 | 235 | 17.3% | |
| 2 | 136 | 10.0% | |
| 3 | 68 | 5.0% | |
| 4 | 41 | 3.0% | |
| 5 | 21 | 1.5% | |
| 7 | 11 | 0.8% | |
| 8 | 11 | 0.8% | |
| 9 | 10 | 0.7% | |
| 6 | 9 | 0.7% | |
| Other values (12) | 17 | 1.3% |
| Value | Count | Frequency (%) | |
| 0 | 797 | 58.8% | |
| 1 | 235 | 17.3% | |
| 2 | 136 | 10.0% | |
| 3 | 68 | 5.0% | |
| 4 | 41 | 3.0% |
| Value | Count | Frequency (%) | |
| 44 | 1 | 0.1% | |
| 24 | 1 | 0.1% | |
| 23 | 1 | 0.1% | |
| 21 | 2 | 0.1% | |
| 18 | 2 | 0.1% |
| Distinct count | 21 |
|---|---|
| Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0619469026548674 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros | 928 |
| Zeros (%) | 68.4% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 6 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.585625387 |
|---|---|
| Coefficient of variation (CV) | 2.434797239 |
| Kurtosis | 25.29051958 |
| Mean | 1.061946903 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.371802416 |
| Sum | 1440 |
| Variance | 6.685458642 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 928 | 68.4% | |
| 1 | 165 | 12.2% | |
| 2 | 87 | 6.4% | |
| 3 | 51 | 3.8% | |
| 4 | 29 | 2.1% | |
| 5 | 24 | 1.8% | |
| 6 | 18 | 1.3% | |
| 8 | 11 | 0.8% | |
| 7 | 9 | 0.7% | |
| 10 | 7 | 0.5% | |
| Other values (11) | 27 | 2.0% |
| Value | Count | Frequency (%) | |
| 0 | 928 | 68.4% | |
| 1 | 165 | 12.2% | |
| 2 | 87 | 6.4% | |
| 3 | 51 | 3.8% | |
| 4 | 29 | 2.1% |
| Value | Count | Frequency (%) | |
| 24 | 2 | 0.1% | |
| 23 | 1 | 0.1% | |
| 22 | 1 | 0.1% | |
| 20 | 1 | 0.1% | |
| 17 | 4 | 0.3% |
| Distinct count | 32 |
|---|---|
| Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8539823008849557 |
|---|---|
| Minimum | 0 |
| Maximum | 95 |
| Zeros | 1272 |
| Zeros (%) | 93.8% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 95 |
| Range | 95 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5.273416483 |
|---|---|
| Coefficient of variation (CV) | 6.175088731 |
| Kurtosis | 141.8678771 |
| Mean | 0.8539823009 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.66678734 |
| Sum | 1158 |
| Variance | 27.8089214 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 1272 | 93.8% | |
| 5 | 9 | 0.7% | |
| 2 | 7 | 0.5% | |
| 4 | 7 | 0.5% | |
| 3 | 6 | 0.4% | |
| 14 | 5 | 0.4% | |
| 6 | 4 | 0.3% | |
| 7 | 4 | 0.3% | |
| 8 | 4 | 0.3% | |
| 13 | 3 | 0.2% | |
| Other values (22) | 35 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 1272 | 93.8% | |
| 1 | 1 | 0.1% | |
| 2 | 7 | 0.5% | |
| 3 | 6 | 0.4% | |
| 4 | 7 | 0.5% |
| Value | Count | Frequency (%) | |
| 95 | 1 | 0.1% | |
| 69 | 1 | 0.1% | |
| 65 | 1 | 0.1% | |
| 63 | 1 | 0.1% | |
| 61 | 1 | 0.1% |
| Distinct count | 38 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.314159292035398 |
|---|---|
| Minimum | 0 |
| Maximum | 63 |
| Zeros | 889 |
| Zeros (%) | 65.6% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 12 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.604173994 |
|---|---|
| Coefficient of variation (CV) | 2.421688953 |
| Kurtosis | 24.72712297 |
| Mean | 2.314159292 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.278029496 |
| Sum | 3138 |
| Variance | 31.40676616 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 889 | 65.6% | |
| 1 | 95 | 7.0% | |
| 3 | 65 | 4.8% | |
| 2 | 52 | 3.8% | |
| 4 | 47 | 3.5% | |
| 5 | 30 | 2.2% | |
| 7 | 27 | 2.0% | |
| 6 | 26 | 1.9% | |
| 9 | 23 | 1.7% | |
| 10 | 12 | 0.9% | |
| Other values (28) | 90 | 6.6% |
| Value | Count | Frequency (%) | |
| 0 | 889 | 65.6% | |
| 1 | 95 | 7.0% | |
| 2 | 52 | 3.8% | |
| 3 | 65 | 4.8% | |
| 4 | 47 | 3.5% |
| Value | Count | Frequency (%) | |
| 63 | 1 | 0.1% | |
| 45 | 2 | 0.1% | |
| 41 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 35 | 1 | 0.1% |
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12020648967551623 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 1263 |
| Zeros (%) | 93.1% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5483328252 |
|---|---|
| Coefficient of variation (CV) | 4.561590865 |
| Kurtosis | 62.94407263 |
| Mean | 0.1202064897 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.866731954 |
| Sum | 163 |
| Variance | 0.3006688872 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 1263 | 93.1% | |
| 1 | 53 | 3.9% | |
| 2 | 26 | 1.9% | |
| 3 | 7 | 0.5% | |
| 5 | 3 | 0.2% | |
| 4 | 2 | 0.1% | |
| 6 | 1 | 0.1% | |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1263 | 93.1% | |
| 1 | 53 | 3.9% | |
| 2 | 26 | 1.9% | |
| 3 | 7 | 0.5% | |
| 4 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 1 | 0.1% | |
| 6 | 1 | 0.1% | |
| 5 | 3 | 0.2% | |
| 4 | 2 | 0.1% | |
| 3 | 7 | 0.5% |
| Distinct count | 1 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.6 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 1356 | 100.0% |
| Distinct count | 150 |
|---|---|
| Unique (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.117994100294986 |
|---|---|
| Minimum | 0 |
| Maximum | 2535 |
| Zeros | 1129 |
| Zeros (%) | 83.3% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 193.25 |
| Maximum | 2535 |
| Range | 2535 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 179.7337332 |
|---|---|
| Coefficient of variation (CV) | 4.842226461 |
| Kurtosis | 67.74527478 |
| Mean | 37.1179941 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.482660698 |
| Sum | 50332 |
| Variance | 32304.21485 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 1129 | 83.3% | |
| 1 | 11 | 0.8% | |
| 5 | 8 | 0.6% | |
| 4 | 7 | 0.5% | |
| 2 | 4 | 0.3% | |
| 19 | 4 | 0.3% | |
| 8 | 4 | 0.3% | |
| 13 | 3 | 0.2% | |
| 32 | 3 | 0.2% | |
| 31 | 3 | 0.2% | |
| Other values (140) | 180 | 13.3% |
| Value | Count | Frequency (%) | |
| 0 | 1129 | 83.3% | |
| 1 | 11 | 0.8% | |
| 2 | 4 | 0.3% | |
| 3 | 3 | 0.2% | |
| 4 | 7 | 0.5% |
| Value | Count | Frequency (%) | |
| 2535 | 1 | 0.1% | |
| 1959 | 1 | 0.1% | |
| 1802 | 1 | 0.1% | |
| 1796 | 1 | 0.1% | |
| 1497 | 1 | 0.1% |
| Distinct count | 111 |
|---|---|
| Unique (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.846607669616517 |
|---|---|
| Minimum | 0 |
| Maximum | 789 |
| Zeros | 472 |
| Zeros (%) | 34.8% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 36 |
| 95-th percentile | 74 |
| Maximum | 789 |
| Range | 789 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 34.03525516 |
|---|---|
| Coefficient of variation (CV) | 1.427257731 |
| Kurtosis | 189.6391662 |
| Mean | 23.84660767 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 9.286824855 |
| Sum | 32336 |
| Variance | 1158.398594 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 472 | 34.8% | |
| 34 | 100 | 7.4% | |
| 9 | 71 | 5.2% | |
| 17 | 50 | 3.7% | |
| 25 | 43 | 3.2% | |
| 8 | 33 | 2.4% | |
| 35 | 27 | 2.0% | |
| 36 | 26 | 1.9% | |
| 26 | 26 | 1.9% | |
| 43 | 25 | 1.8% | |
| Other values (101) | 483 | 35.6% |
| Value | Count | Frequency (%) | |
| 0 | 472 | 34.8% | |
| 1 | 4 | 0.3% | |
| 2 | 3 | 0.2% | |
| 3 | 5 | 0.4% | |
| 4 | 11 | 0.8% |
| Value | Count | Frequency (%) | |
| 789 | 1 | 0.1% | |
| 188 | 1 | 0.1% | |
| 186 | 1 | 0.1% | |
| 173 | 1 | 0.1% | |
| 164 | 2 | 0.1% |
| Distinct count | 74 |
|---|---|
| Unique (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.646755162241888 |
|---|---|
| Minimum | 0 |
| Maximum | 120 |
| Zeros | 355 |
| Zeros (%) | 26.2% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14 |
| Q3 | 28 |
| 95-th percentile | 46 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 16.38737242 |
|---|---|
| Coefficient of variation (CV) | 0.9844184201 |
| Kurtosis | 1.688941705 |
| Mean | 16.64675516 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 1.04230399 |
| Sum | 22573 |
| Variance | 268.5459747 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 355 | 26.2% | |
| 7 | 49 | 3.6% | |
| 1 | 45 | 3.3% | |
| 28 | 41 | 3.0% | |
| 29 | 40 | 2.9% | |
| 25 | 36 | 2.7% | |
| 30 | 34 | 2.5% | |
| 6 | 33 | 2.4% | |
| 24 | 32 | 2.4% | |
| 27 | 31 | 2.3% | |
| Other values (64) | 660 | 48.7% |
| Value | Count | Frequency (%) | |
| 0 | 355 | 26.2% | |
| 1 | 45 | 3.3% | |
| 2 | 30 | 2.2% | |
| 3 | 15 | 1.1% | |
| 4 | 23 | 1.7% |
| Value | Count | Frequency (%) | |
| 120 | 1 | 0.1% | |
| 93 | 1 | 0.1% | |
| 87 | 1 | 0.1% | |
| 85 | 2 | 0.1% | |
| 79 | 1 | 0.1% |
| Distinct count | 131 |
|---|---|
| Unique (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.728613569321535 |
|---|---|
| Minimum | 0 |
| Maximum | 381 |
| Zeros | 396 |
| Zeros (%) | 29.2% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14 |
| Q3 | 32.25 |
| 95-th percentile | 84 |
| Maximum | 381 |
| Range | 381 |
| Interquartile range (IQR) | 32.25 |
Descriptive statistics
| Standard deviation | 33.93849581 |
|---|---|
| Coefficient of variation (CV) | 1.430277235 |
| Kurtosis | 20.92930797 |
| Mean | 23.72861357 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 3.520379958 |
| Sum | 32176 |
| Variance | 1151.821498 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 396 | 29.2% | |
| 14 | 35 | 2.6% | |
| 18 | 33 | 2.4% | |
| 23 | 32 | 2.4% | |
| 15 | 31 | 2.3% | |
| 3 | 30 | 2.2% | |
| 1 | 29 | 2.1% | |
| 20 | 24 | 1.8% | |
| 24 | 21 | 1.5% | |
| 29 | 21 | 1.5% | |
| Other values (121) | 704 | 51.9% |
| Value | Count | Frequency (%) | |
| 0 | 396 | 29.2% | |
| 1 | 29 | 2.1% | |
| 2 | 16 | 1.2% | |
| 3 | 30 | 2.2% | |
| 4 | 17 | 1.3% |
| Value | Count | Frequency (%) | |
| 381 | 1 | 0.1% | |
| 304 | 1 | 0.1% | |
| 289 | 1 | 0.1% | |
| 246 | 1 | 0.1% | |
| 242 | 1 | 0.1% |
| Distinct count | 108 |
|---|---|
| Unique (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.724926253687315 |
|---|---|
| Minimum | 0 |
| Maximum | 151 |
| Zeros | 421 |
| Zeros (%) | 31.0% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 40 |
| 95-th percentile | 70 |
| Maximum | 151 |
| Range | 151 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 25.92772238 |
|---|---|
| Coefficient of variation (CV) | 1.092847333 |
| Kurtosis | 2.073113801 |
| Mean | 23.72492625 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 1.285670127 |
| Sum | 32171 |
| Variance | 672.2467878 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 421 | 31.0% | |
| 1 | 48 | 3.5% | |
| 36 | 28 | 2.1% | |
| 12 | 26 | 1.9% | |
| 6 | 24 | 1.8% | |
| 24 | 24 | 1.8% | |
| 25 | 22 | 1.6% | |
| 8 | 22 | 1.6% | |
| 31 | 20 | 1.5% | |
| 26 | 18 | 1.3% | |
| Other values (98) | 703 | 51.8% |
| Value | Count | Frequency (%) | |
| 0 | 421 | 31.0% | |
| 1 | 48 | 3.5% | |
| 2 | 12 | 0.9% | |
| 3 | 4 | 0.3% | |
| 4 | 3 | 0.2% |
| Value | Count | Frequency (%) | |
| 151 | 1 | 0.1% | |
| 150 | 1 | 0.1% | |
| 145 | 1 | 0.1% | |
| 140 | 1 | 0.1% | |
| 135 | 1 | 0.1% |
| Distinct count | 120 |
|---|---|
| Unique (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.26032448377581 |
|---|---|
| Minimum | 0 |
| Maximum | 277 |
| Zeros | 470 |
| Zeros (%) | 34.7% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 16 |
| Q3 | 33 |
| 95-th percentile | 78.25 |
| Maximum | 277 |
| Range | 277 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 29.64639211 |
|---|---|
| Coefficient of variation (CV) | 1.274547658 |
| Kurtosis | 11.39027312 |
| Mean | 23.26032448 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 2.599203348 |
| Sum | 31541 |
| Variance | 878.9085649 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 470 | 34.7% | |
| 28 | 114 | 8.4% | |
| 7 | 73 | 5.4% | |
| 21 | 59 | 4.4% | |
| 14 | 51 | 3.8% | |
| 36 | 37 | 2.7% | |
| 29 | 26 | 1.9% | |
| 9 | 22 | 1.6% | |
| 35 | 21 | 1.5% | |
| 27 | 20 | 1.5% | |
| Other values (110) | 463 | 34.1% |
| Value | Count | Frequency (%) | |
| 0 | 470 | 34.7% | |
| 1 | 2 | 0.1% | |
| 2 | 6 | 0.4% | |
| 4 | 1 | 0.1% | |
| 5 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 277 | 1 | 0.1% | |
| 249 | 1 | 0.1% | |
| 213 | 1 | 0.1% | |
| 201 | 1 | 0.1% | |
| 185 | 1 | 0.1% |
| Distinct count | 77 |
|---|---|
| Unique (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.274336283185841 |
|---|---|
| Minimum | 0 |
| Maximum | 205 |
| Zeros | 361 |
| Zeros (%) | 26.6% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7 |
| Q3 | 18 |
| 95-th percentile | 41.25 |
| Maximum | 205 |
| Range | 205 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 16.72993532 |
|---|---|
| Coefficient of variation (CV) | 1.363001219 |
| Kurtosis | 22.05904026 |
| Mean | 12.27433628 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 3.383169186 |
| Sum | 16644 |
| Variance | 279.8907357 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 361 | 26.6% | |
| 3 | 78 | 5.8% | |
| 1 | 71 | 5.2% | |
| 6 | 55 | 4.1% | |
| 9 | 51 | 3.8% | |
| 12 | 49 | 3.6% | |
| 2 | 47 | 3.5% | |
| 18 | 42 | 3.1% | |
| 7 | 39 | 2.9% | |
| 5 | 36 | 2.7% | |
| Other values (67) | 527 | 38.9% |
| Value | Count | Frequency (%) | |
| 0 | 361 | 26.6% | |
| 1 | 71 | 5.2% | |
| 2 | 47 | 3.5% | |
| 3 | 78 | 5.8% | |
| 4 | 21 | 1.5% |
| Value | Count | Frequency (%) | |
| 205 | 1 | 0.1% | |
| 154 | 1 | 0.1% | |
| 127 | 1 | 0.1% | |
| 114 | 1 | 0.1% | |
| 108 | 1 | 0.1% |
| Distinct count | 77 |
|---|---|
| Unique (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.67551622418879 |
|---|---|
| Minimum | 0 |
| Maximum | 133 |
| Zeros | 296 |
| Zeros (%) | 21.8% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 14 |
| 95-th percentile | 42 |
| Maximum | 133 |
| Range | 133 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 15.02296464 |
|---|---|
| Coefficient of variation (CV) | 1.407235428 |
| Kurtosis | 9.754988097 |
| Mean | 10.67551622 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.627216228 |
| Sum | 14476 |
| Variance | 225.6894665 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 296 | 21.8% | |
| 1 | 130 | 9.6% | |
| 2 | 86 | 6.3% | |
| 3 | 77 | 5.7% | |
| 6 | 72 | 5.3% | |
| 7 | 53 | 3.9% | |
| 5 | 52 | 3.8% | |
| 4 | 47 | 3.5% | |
| 8 | 44 | 3.2% | |
| 12 | 32 | 2.4% | |
| Other values (67) | 467 | 34.4% |
| Value | Count | Frequency (%) | |
| 0 | 296 | 21.8% | |
| 1 | 130 | 9.6% | |
| 2 | 86 | 6.3% | |
| 3 | 77 | 5.7% | |
| 4 | 47 | 3.5% |
| Value | Count | Frequency (%) | |
| 133 | 1 | 0.1% | |
| 103 | 1 | 0.1% | |
| 102 | 1 | 0.1% | |
| 97 | 1 | 0.1% | |
| 96 | 1 | 0.1% |
| Distinct count | 117 |
|---|---|
| Unique (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.073008849557523 |
|---|---|
| Minimum | 0 |
| Maximum | 260 |
| Zeros | 419 |
| Zeros (%) | 30.9% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 17 |
| 95-th percentile | 68.25 |
| Maximum | 260 |
| Range | 260 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 28.28319846 |
|---|---|
| Coefficient of variation (CV) | 1.876413578 |
| Kurtosis | 18.59995936 |
| Mean | 15.07300885 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 3.669489603 |
| Sum | 20439 |
| Variance | 799.9393152 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 419 | 30.9% | |
| 1 | 117 | 8.6% | |
| 2 | 98 | 7.2% | |
| 3 | 61 | 4.5% | |
| 6 | 44 | 3.2% | |
| 4 | 41 | 3.0% | |
| 5 | 36 | 2.7% | |
| 8 | 32 | 2.4% | |
| 7 | 25 | 1.8% | |
| 10 | 21 | 1.5% | |
| Other values (107) | 462 | 34.1% |
| Value | Count | Frequency (%) | |
| 0 | 419 | 30.9% | |
| 1 | 117 | 8.6% | |
| 2 | 98 | 7.2% | |
| 3 | 61 | 4.5% | |
| 4 | 41 | 3.0% |
| Value | Count | Frequency (%) | |
| 260 | 1 | 0.1% | |
| 253 | 1 | 0.1% | |
| 241 | 1 | 0.1% | |
| 205 | 1 | 0.1% | |
| 198 | 1 | 0.1% |
| Distinct count | 29 |
|---|---|
| Unique (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.814159292035398 |
|---|---|
| Minimum | 0 |
| Maximum | 52 |
| Zeros | 312 |
| Zeros (%) | 23.0% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 12 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.43311658 |
|---|---|
| Coefficient of variation (CV) | 1.162278825 |
| Kurtosis | 17.4055631 |
| Mean | 3.814159292 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.94084279 |
| Sum | 5172 |
| Variance | 19.65252261 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 312 | 23.0% | |
| 2 | 201 | 14.8% | |
| 1 | 152 | 11.2% | |
| 3 | 143 | 10.5% | |
| 4 | 109 | 8.0% | |
| 5 | 101 | 7.4% | |
| 6 | 87 | 6.4% | |
| 7 | 59 | 4.4% | |
| 9 | 44 | 3.2% | |
| 8 | 36 | 2.7% | |
| Other values (19) | 112 | 8.3% |
| Value | Count | Frequency (%) | |
| 0 | 312 | 23.0% | |
| 1 | 152 | 11.2% | |
| 2 | 201 | 14.8% | |
| 3 | 143 | 10.5% | |
| 4 | 109 | 8.0% |
| Value | Count | Frequency (%) | |
| 52 | 1 | 0.1% | |
| 40 | 1 | 0.1% | |
| 30 | 1 | 0.1% | |
| 29 | 1 | 0.1% | |
| 26 | 3 | 0.2% |
| Distinct count | 22 |
|---|---|
| Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.247787610619469 |
|---|---|
| Minimum | 0 |
| Maximum | 49 |
| Zeros | 292 |
| Zeros (%) | 21.5% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 9 |
| Maximum | 49 |
| Range | 49 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.315260851 |
|---|---|
| Coefficient of variation (CV) | 0.7804676587 |
| Kurtosis | 32.01046131 |
| Mean | 4.247787611 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.966676552 |
| Sum | 5760 |
| Variance | 10.99095451 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5 | 539 | 39.7% | |
| 0 | 292 | 21.5% | |
| 3 | 192 | 14.2% | |
| 7 | 93 | 6.9% | |
| 6 | 60 | 4.4% | |
| 4 | 50 | 3.7% | |
| 9 | 28 | 2.1% | |
| 8 | 27 | 2.0% | |
| 10 | 17 | 1.3% | |
| 11 | 17 | 1.3% | |
| Other values (12) | 41 | 3.0% |
| Value | Count | Frequency (%) | |
| 0 | 292 | 21.5% | |
| 1 | 12 | 0.9% | |
| 2 | 2 | 0.1% | |
| 3 | 192 | 14.2% | |
| 4 | 50 | 3.7% |
| Value | Count | Frequency (%) | |
| 49 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 23 | 1 | 0.1% | |
| 19 | 1 | 0.1% | |
| 18 | 1 | 0.1% |
| Distinct count | 23 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7514749262536873 |
|---|---|
| Minimum | 0 |
| Maximum | 31 |
| Zeros | 696 |
| Zeros (%) | 51.3% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 8 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.032085134 |
|---|---|
| Coefficient of variation (CV) | 1.731161028 |
| Kurtosis | 16.47770323 |
| Mean | 1.751474926 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.284190728 |
| Sum | 2375 |
| Variance | 9.193540258 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 696 | 51.3% | |
| 1 | 200 | 14.7% | |
| 2 | 131 | 9.7% | |
| 3 | 105 | 7.7% | |
| 4 | 57 | 4.2% | |
| 5 | 41 | 3.0% | |
| 6 | 36 | 2.7% | |
| 7 | 21 | 1.5% | |
| 8 | 16 | 1.2% | |
| 10 | 14 | 1.0% | |
| Other values (13) | 39 | 2.9% |
| Value | Count | Frequency (%) | |
| 0 | 696 | 51.3% | |
| 1 | 200 | 14.7% | |
| 2 | 131 | 9.7% | |
| 3 | 105 | 7.7% | |
| 4 | 57 | 4.2% |
| Value | Count | Frequency (%) | |
| 31 | 1 | 0.1% | |
| 26 | 1 | 0.1% | |
| 24 | 1 | 0.1% | |
| 19 | 1 | 0.1% | |
| 18 | 2 | 0.1% |
| Distinct count | 38 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.81047197640118 |
|---|---|
| Minimum | 0 |
| Maximum | 117 |
| Zeros | 512 |
| Zeros (%) | 37.8% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 8 |
| 95-th percentile | 16 |
| Maximum | 117 |
| Range | 117 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.970485554 |
|---|---|
| Coefficient of variation (CV) | 1.449023212 |
| Kurtosis | 52.93967596 |
| Mean | 4.810471976 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.561253498 |
| Sum | 6523 |
| Variance | 48.58766885 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 512 | 37.8% | |
| 2 | 108 | 8.0% | |
| 1 | 101 | 7.4% | |
| 6 | 64 | 4.7% | |
| 4 | 63 | 4.6% | |
| 3 | 54 | 4.0% | |
| 5 | 54 | 4.0% | |
| 7 | 52 | 3.8% | |
| 8 | 52 | 3.8% | |
| 9 | 41 | 3.0% | |
| Other values (28) | 255 | 18.8% |
| Value | Count | Frequency (%) | |
| 0 | 512 | 37.8% | |
| 1 | 101 | 7.4% | |
| 2 | 108 | 8.0% | |
| 3 | 54 | 4.0% | |
| 4 | 63 | 4.6% |
| Value | Count | Frequency (%) | |
| 117 | 1 | 0.1% | |
| 47 | 1 | 0.1% | |
| 46 | 1 | 0.1% | |
| 45 | 1 | 0.1% | |
| 38 | 2 | 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9727138643067846 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 300 |
| Zeros (%) | 22.1% |
| Memory size | 10.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7429821297 |
|---|---|
| Coefficient of variation (CV) | 0.7638239332 |
| Kurtosis | 4.080913942 |
| Mean | 0.9727138643 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.319562817 |
| Sum | 1319 |
| Variance | 0.552022445 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 864 | 63.7% | |
| 0 | 300 | 22.1% | |
| 2 | 140 | 10.3% | |
| 3 | 36 | 2.7% | |
| 4 | 13 | 1.0% | |
| 5 | 3 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 300 | 22.1% | |
| 1 | 864 | 63.7% | |
| 2 | 140 | 10.3% | |
| 3 | 36 | 2.7% | |
| 4 | 13 | 1.0% |
| Value | Count | Frequency (%) | |
| 5 | 3 | 0.2% | |
| 4 | 13 | 1.0% | |
| 3 | 36 | 2.7% | |
| 2 | 140 | 10.3% | |
| 1 | 864 | 63.7% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | user_id | main_home | main_home2 | mainpage | schoolreportpage | main_mime | lightcoursetab | main_learnpark | partnergamebarrierspage | evaulationcenter | coupon_visit | click_buy | progress_bar | ppt | task | video_play | video_read | next_nize | answer_task | chapter_module | course_tab | slide_subscribe | baby_info | click_notunlocked | share | click_dialog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 108608 | 2000002763444077 | 74 | 64 | 0 | 10 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 31 | 27 | 42 | 45 | 27 | 18 | 11 | 46 | 0 | 3 | 1 | 15 | 2 |
| 1 | 89378 | 2000002625695620 | 74 | 26 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 29 | 15 | 39 | 28 | 12 | 0 | 1 | 1 | 5 | 0 | 2 | 1 |
| 2 | 17891 | 2000002377114407 | 106 | 87 | 21 | 11 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 62 | 36 | 50 | 41 | 54 | 24 | 17 | 29 | 12 | 5 | 5 | 8 | 2 |
| 3 | 6154 | 2000002206999178 | 118 | 81 | 10 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 346 | 36 | 25 | 38 | 70 | 30 | 23 | 23 | 56 | 17 | 0 | 2 | 1 | 1 |
| 4 | 64184 | 2000002491745549 | 104 | 69 | 4 | 16 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 40 | 29 | 124 | 54 | 36 | 27 | 10 | 1 | 2 | 5 | 6 | 27 | 1 |
| 5 | 108436 | 2000002763419105 | 47 | 32 | 5 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 16 | 9 | 14 | 14 | 9 | 4 | 2 | 2 | 5 | 0 | 4 | 1 |
| 6 | 84138 | 2000002555569769 | 83 | 37 | 3 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 33 | 47 | 29 | 29 | 18 | 0 | 0 | 2 | 5 | 0 | 8 | 1 |
| 7 | 124533 | 2000002880604412 | 0 | 22 | 0 | 4 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 29 | 35 | 15 | 23 | 13 | 20 | 1 | 25 | 8 | 3 | 0 | 0 | 10 | 0 |
| 8 | 59156 | 2000002481002615 | 8 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 1 |
| 9 | 97288 | 2000002681894134 | 14 | 11 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 6 | 21 | 4 | 5 | 1 | 1 | 1 |
Last rows
| df_index | user_id | main_home | main_home2 | mainpage | schoolreportpage | main_mime | lightcoursetab | main_learnpark | partnergamebarrierspage | evaulationcenter | coupon_visit | click_buy | progress_bar | ppt | task | video_play | video_read | next_nize | answer_task | chapter_module | course_tab | slide_subscribe | baby_info | click_notunlocked | share | click_dialog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1346 | 47294 | 2000002444901243 | 12 | 20 | 4 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 4 | 5 | 1 | 0 | 1 |
| 1347 | 118429 | 2000002819119653 | 18 | 10 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 215 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 5 | 4 | 0 | 0 | 0 | 0 |
| 1348 | 87672 | 2000002596480179 | 18 | 24 | 1 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 2 | 11 | 0 | 7 | 1 |
| 1349 | 60582 | 2000002487103401 | 99 | 73 | 12 | 8 | 3 | 9 | 2 | 0 | 2 | 0 | 0 | 0 | 38 | 28 | 15 | 25 | 28 | 18 | 21 | 29 | 2 | 0 | 5 | 9 | 0 |
| 1350 | 45649 | 2000002441461011 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 5 | 0 | 0 | 1 |
| 1351 | 54040 | 2000002466780601 | 5 | 9 | 1 | 0 | 0 | 0 | 2 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 1 |
| 1352 | 116030 | 2000002794008363 | 25 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 4 | 0 | 0 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1353 | 3695 | 2000001698135688 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 |
| 1354 | 106689 | 2000002752803792 | 22 | 14 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9 | 6 | 4 | 11 | 7 | 4 | 1 | 0 | 2 | 5 | 0 | 0 | 2 |
| 1355 | 53013 | 2000002464328933 | 72 | 26 | 7 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 48 | 27 | 13 | 23 | 35 | 18 | 8 | 2 | 9 | 5 | 4 | 1 | 1 |